Ascensión Gallardo-Antolín

Department of Signal Theory and Communications, Universidad Carlos III de Madrid, Avda. de la Universidad

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Architecture Design (Transformers, SSMs, MoE) (1)Speech & Audio (1)Training Efficiency & Optimization (1)

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Mahmoud Fakhry (1)A. Gallardo-Antolín (1)

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Apr 14, 2026

Aswan University 81542 AswanApr 14, 2026·also Aswan University, Avda. de la Universidad, Department of Signal Theory and Communications, Universidad Carlos III de Madrid

Elastic net regularization and gabor dictionary for classification of heart sound signals using deep learning

Surprisingly, high-time low-frequency resolution Gabor atoms, coupled with elastic net regularization, unlock near-perfect classification of heart valvular conditions from sound signals using deep learning.

Mahmoud Fakhry, A. Gallardo-Antolín, Ascensión Gallardo-Antolín20

Architecture Design (Transformers, SSMs, MoE)Speech & Audio Training Efficiency & Optimization

Ascensión Gallardo-Antolín

Research focus

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Ascensión Gallardo-Antolín

Research focus

Frequent co-authors

Papers (1)